Clear repo before clean re-upload
Browse files- README.md +0 -36
- chat_template.jinja +0 -101
- config.json +0 -44
- generation_config.json +0 -8
- model-00001-of-00002.safetensors +0 -3
- model-00002-of-00002.safetensors +0 -3
- model.safetensors.index.json +0 -470
- special_tokens_map.json +0 -45
- tokenizer.json +0 -0
- tokenizer_config.json +0 -257
README.md
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---
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license: apache-2.0
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license_name: jamba-open-model-license
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license_link: https://www.ai21.com/licenses/jamba-open-model-license
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pipeline_tag: text-generation
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library_name: transformers
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base_model: ai21labs/AI21-Jamba-Reasoning-3B
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tags:
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- mlx
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---
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# ssdataanalysis/AI21-Jamba-Reasoning-3B-mlx-fp16
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The Model [ssdataanalysis/AI21-Jamba-Reasoning-3B-mlx-fp16](https://huggingface.co/ssdataanalysis/AI21-Jamba-Reasoning-3B-mlx-fp16) was converted to MLX format from [ai21labs/AI21-Jamba-Reasoning-3B](https://huggingface.co/ai21labs/AI21-Jamba-Reasoning-3B) using mlx-lm version **0.29.1**.
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## Use with mlx
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```bash
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pip install mlx-lm
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```
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```python
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from mlx_lm import load, generate
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model, tokenizer = load("ssdataanalysis/AI21-Jamba-Reasoning-3B-mlx-fp16")
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prompt="hello"
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if hasattr(tokenizer, "apply_chat_template") and tokenizer.chat_template is not None:
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messages = [{"role": "user", "content": prompt}]
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prompt = tokenizer.apply_chat_template(
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messages, tokenize=False, add_generation_prompt=True
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)
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response = generate(model, tokenizer, prompt=prompt, verbose=True)
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```
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chat_template.jinja
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{%- set thinking_prefix = thinking_prefix or 'Begin by thinking about the reasoning process in the mind within <think> </think> tags and then proceed to give your response.\n' -%}
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{%- if bos_token is defined and bos_token is not none %}{{- bos_token -}}{%- endif %}
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{%- if tools %}
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{{- '<|im_start|>system\n' }}
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{%- if messages|length > 0 and messages[0].role == 'system' %}
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{{- messages[0].content + '\n\n' }}
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{%- endif %}
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{{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
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{%- for tool in tools %}
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{{- "\n" }}
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{{- tool | tojson }}
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{%- endfor %}
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{{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
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{%- else %}
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{%- if messages|length > 0 and messages[0].role == 'system' %}
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{{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
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{%- endif %}
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{%- endif %}
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{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
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{%- for message in messages[::-1] %}
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{%- set index = (messages|length - 1) - loop.index0 %}
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{%- if ns.multi_step_tool and message.role == "user" and not(message.content.startswith('<tool_response>') and message.content.endswith('</tool_response>')) %}
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{%- set ns.multi_step_tool = false %}
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{%- set ns.last_query_index = index %}
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{%- endif %}
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{%- endfor %}
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{%- for message in messages %}
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{%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
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{%- set prefix = '' %}
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{%- if message.role == 'user' and '<think>' not in message.content %}
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{%- if loop.last %}
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{%- set prefix = thinking_prefix %}
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{%- endif %}
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{%- if not loop.last %}
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{%- if loop.nextitem.role == 'assistant' and loop.nextitem.content.startswith('<think>') or loop.nextitem.reasoning_content is defined and loop.nextitem.reasoning_content is not none %}
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{%- set prefix = thinking_prefix %}
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{%- endif %}
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{%- endif %}
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{%- endif %}
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{%- if message.role == 'user' and not loop.last and loop.nextitem.role == 'assistant' and loop.nextitem.content.startswith('<think>') and '<think>' not in message.content %}
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{%- set prefix = thinking_prefix %}
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{%- endif %}
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{{- '<|im_start|>' + message.role + '\n' + prefix + message.content + '<|im_end|>' + '\n' }}
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{%- elif message.role == "assistant" %}
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{%- set content = message.content %}
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{%- set reasoning_content = '' %}
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{%- if message.reasoning_content is defined and message.reasoning_content is not none %}
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{%- set reasoning_content = message.reasoning_content %}
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{%- else %}
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{%- if '</think>' in message.content %}
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{%- set content = message.content.split('</think>')[-1].lstrip('\n') %}
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{%- set reasoning_content = message.content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
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{%- endif %}
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{%- endif %}
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{%- if loop.index0 > ns.last_query_index %}
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{%- if reasoning_content %}
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{{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip('\n') + '\n</think>\n\n' + content.lstrip('\n') }}
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{%- else %}
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{{- '<|im_start|>' + message.role + '\n' + content }}
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{%- endif %}
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{%- else %}
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{{- '<|im_start|>' + message.role + '\n' + content }}
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{%- endif %}
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{%- if message.tool_calls %}
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{%- for tool_call in message.tool_calls %}
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{%- if (loop.first and content) or (not loop.first) %}
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{{- '\n' }}
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{%- endif %}
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{%- if tool_call.function %}
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{%- set tool_call = tool_call.function %}
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{%- endif %}
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{{- '<tool_call>\n{"name": "' }}
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{{- tool_call.name }}
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{{- '", "arguments": ' }}
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{%- if tool_call.arguments is string %}
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{{- tool_call.arguments }}
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{%- else %}
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{{- tool_call.arguments | tojson }}
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{%- endif %}
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{{- '}\n</tool_call>' }}
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{%- endfor %}
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{%- endif %}
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{{- '<|im_end|>\n' }}
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{%- elif message.role == "tool" %}
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{%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
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{{- '<|im_start|>user' }}
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{%- endif %}
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{{- '\n<tool_response>\n' }}
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{{- message.content }}
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{{- '\n</tool_response>' }}
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{%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
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{{- '<|im_end|>\n' }}
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{%- endif %}
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{%- endif %}
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{%- endfor %}
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{%- if add_generation_prompt %}
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{{- '<|im_start|>assistant\n' }}
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{{- '<think>\n' }}
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{%- endif -%}
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config.json
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{
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"architectures": [
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"JambaForCausalLM"
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],
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"attention_dropout": 0.0,
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"attn_layer_offset": 7,
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"attn_layer_period": 14,
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"bos_token_id": 1,
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"dtype": "bfloat16",
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"eos_token_id": [
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2,
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519
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],
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"expert_layer_offset": 1,
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"expert_layer_period": 2,
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"hidden_act": "silu",
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"hidden_size": 2560,
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"initializer_range": 0.02,
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"intermediate_size": 8192,
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"mamba_conv_bias": true,
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"mamba_d_conv": 4,
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"mamba_d_state": 16,
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"mamba_dt_rank": 160,
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"mamba_expand": 2,
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"mamba_proj_bias": false,
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"max_position_embeddings": 262144,
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"model_type": "jamba",
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"num_attention_heads": 20,
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"num_experts": 1,
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"num_experts_per_tok": 1,
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"num_hidden_layers": 28,
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"num_key_value_heads": 1,
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"num_logits_to_keep": 1,
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"output_router_logits": false,
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"pad_token_id": 0,
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"rms_norm_eps": 1e-06,
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"router_aux_loss_coef": 0.001,
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"sliding_window": null,
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"tie_word_embeddings": true,
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"transformers_version": "4.56.1",
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"use_cache": true,
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"use_mamba_kernels": true,
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"vocab_size": 65536
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}
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generation_config.json
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{
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"_from_model_config": true,
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"bos_token_id": 1,
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"eos_token_id": 519,
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"pad_token_id": 0,
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"transformers_version": "4.56.1",
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"temparature": 0.6
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}
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model-00001-of-00002.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:76c7d804bdbfd98bc478d4dfa3d284841088e176fd13b69e317a1e7ef1de43e1
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size 5349849861
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model-00002-of-00002.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:a703c814b016a69c6f53a7b46ddf282ab7321d5e1df983320ab3c43623661ad7
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size 708876429
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model.safetensors.index.json
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{
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"metadata": {
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"total_size": 6058674944,
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"total_parameters": 3027074432
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},
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"weight_map": {
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special_tokens_map.json
DELETED
|
@@ -1,45 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"additional_special_tokens": [
|
| 3 |
-
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| 4 |
-
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|
| 5 |
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|
| 6 |
-
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|
| 7 |
-
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|
| 8 |
-
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| 9 |
-
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|
| 10 |
-
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|
| 11 |
-
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|
| 12 |
-
"<|vision_end|>",
|
| 13 |
-
"<|vision_pad|>",
|
| 14 |
-
"<|image_pad|>",
|
| 15 |
-
"<|video_pad|>"
|
| 16 |
-
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|
| 17 |
-
"bos_token": {
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| 18 |
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| 19 |
-
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|
| 20 |
-
"normalized": false,
|
| 21 |
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| 22 |
-
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|
| 23 |
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| 24 |
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| 25 |
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| 26 |
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| 27 |
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| 28 |
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| 29 |
-
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| 30 |
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| 31 |
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"pad_token": {
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| 32 |
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| 33 |
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| 34 |
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| 35 |
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| 36 |
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| 37 |
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| 38 |
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| 39 |
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| 40 |
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| 41 |
-
"normalized": false,
|
| 42 |
-
"rstrip": false,
|
| 43 |
-
"single_word": false
|
| 44 |
-
}
|
| 45 |
-
}
|
|
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tokenizer.json
DELETED
|
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|
|
|
tokenizer_config.json
DELETED
|
@@ -1,257 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"add_bos_token": true,
|
| 3 |
-
"add_eos_token": false,
|
| 4 |
-
"add_prefix_space": null,
|
| 5 |
-
"added_tokens_decoder": {
|
| 6 |
-
"0": {
|
| 7 |
-
"content": "<|pad|>",
|
| 8 |
-
"lstrip": false,
|
| 9 |
-
"normalized": false,
|
| 10 |
-
"rstrip": false,
|
| 11 |
-
"single_word": false,
|
| 12 |
-
"special": true
|
| 13 |
-
},
|
| 14 |
-
"1": {
|
| 15 |
-
"content": "<|startoftext|>",
|
| 16 |
-
"lstrip": false,
|
| 17 |
-
"normalized": false,
|
| 18 |
-
"rstrip": false,
|
| 19 |
-
"single_word": false,
|
| 20 |
-
"special": true
|
| 21 |
-
},
|
| 22 |
-
"3": {
|
| 23 |
-
"content": "<|unk|>",
|
| 24 |
-
"lstrip": false,
|
| 25 |
-
"normalized": false,
|
| 26 |
-
"rstrip": false,
|
| 27 |
-
"single_word": false,
|
| 28 |
-
"special": true
|
| 29 |
-
},
|
| 30 |
-
"518": {
|
| 31 |
-
"content": "<|im_start|>",
|
| 32 |
-
"lstrip": false,
|
| 33 |
-
"normalized": false,
|
| 34 |
-
"rstrip": false,
|
| 35 |
-
"single_word": false,
|
| 36 |
-
"special": true
|
| 37 |
-
},
|
| 38 |
-
"519": {
|
| 39 |
-
"content": "<|im_end|>",
|
| 40 |
-
"lstrip": false,
|
| 41 |
-
"normalized": false,
|
| 42 |
-
"rstrip": false,
|
| 43 |
-
"single_word": false,
|
| 44 |
-
"special": true
|
| 45 |
-
},
|
| 46 |
-
"520": {
|
| 47 |
-
"content": "<|object_ref_start|>",
|
| 48 |
-
"lstrip": false,
|
| 49 |
-
"normalized": false,
|
| 50 |
-
"rstrip": false,
|
| 51 |
-
"single_word": false,
|
| 52 |
-
"special": true
|
| 53 |
-
},
|
| 54 |
-
"521": {
|
| 55 |
-
"content": "<|object_ref_end|>",
|
| 56 |
-
"lstrip": false,
|
| 57 |
-
"normalized": false,
|
| 58 |
-
"rstrip": false,
|
| 59 |
-
"single_word": false,
|
| 60 |
-
"special": true
|
| 61 |
-
},
|
| 62 |
-
"522": {
|
| 63 |
-
"content": "<|box_start|>",
|
| 64 |
-
"lstrip": false,
|
| 65 |
-
"normalized": false,
|
| 66 |
-
"rstrip": false,
|
| 67 |
-
"single_word": false,
|
| 68 |
-
"special": true
|
| 69 |
-
},
|
| 70 |
-
"523": {
|
| 71 |
-
"content": "<|box_end|>",
|
| 72 |
-
"lstrip": false,
|
| 73 |
-
"normalized": false,
|
| 74 |
-
"rstrip": false,
|
| 75 |
-
"single_word": false,
|
| 76 |
-
"special": true
|
| 77 |
-
},
|
| 78 |
-
"524": {
|
| 79 |
-
"content": "<|quad_start|>",
|
| 80 |
-
"lstrip": false,
|
| 81 |
-
"normalized": false,
|
| 82 |
-
"rstrip": false,
|
| 83 |
-
"single_word": false,
|
| 84 |
-
"special": true
|
| 85 |
-
},
|
| 86 |
-
"525": {
|
| 87 |
-
"content": "<|quad_end|>",
|
| 88 |
-
"lstrip": false,
|
| 89 |
-
"normalized": false,
|
| 90 |
-
"rstrip": false,
|
| 91 |
-
"single_word": false,
|
| 92 |
-
"special": true
|
| 93 |
-
},
|
| 94 |
-
"526": {
|
| 95 |
-
"content": "<|vision_start|>",
|
| 96 |
-
"lstrip": false,
|
| 97 |
-
"normalized": false,
|
| 98 |
-
"rstrip": false,
|
| 99 |
-
"single_word": false,
|
| 100 |
-
"special": true
|
| 101 |
-
},
|
| 102 |
-
"527": {
|
| 103 |
-
"content": "<|vision_end|>",
|
| 104 |
-
"lstrip": false,
|
| 105 |
-
"normalized": false,
|
| 106 |
-
"rstrip": false,
|
| 107 |
-
"single_word": false,
|
| 108 |
-
"special": true
|
| 109 |
-
},
|
| 110 |
-
"528": {
|
| 111 |
-
"content": "<|vision_pad|>",
|
| 112 |
-
"lstrip": false,
|
| 113 |
-
"normalized": false,
|
| 114 |
-
"rstrip": false,
|
| 115 |
-
"single_word": false,
|
| 116 |
-
"special": true
|
| 117 |
-
},
|
| 118 |
-
"529": {
|
| 119 |
-
"content": "<|image_pad|>",
|
| 120 |
-
"lstrip": false,
|
| 121 |
-
"normalized": false,
|
| 122 |
-
"rstrip": false,
|
| 123 |
-
"single_word": false,
|
| 124 |
-
"special": true
|
| 125 |
-
},
|
| 126 |
-
"530": {
|
| 127 |
-
"content": "<|video_pad|>",
|
| 128 |
-
"lstrip": false,
|
| 129 |
-
"normalized": false,
|
| 130 |
-
"rstrip": false,
|
| 131 |
-
"single_word": false,
|
| 132 |
-
"special": true
|
| 133 |
-
},
|
| 134 |
-
"531": {
|
| 135 |
-
"content": "<tool_call>",
|
| 136 |
-
"lstrip": false,
|
| 137 |
-
"normalized": false,
|
| 138 |
-
"rstrip": false,
|
| 139 |
-
"single_word": false,
|
| 140 |
-
"special": false
|
| 141 |
-
},
|
| 142 |
-
"532": {
|
| 143 |
-
"content": "</tool_call>",
|
| 144 |
-
"lstrip": false,
|
| 145 |
-
"normalized": false,
|
| 146 |
-
"rstrip": false,
|
| 147 |
-
"single_word": false,
|
| 148 |
-
"special": false
|
| 149 |
-
},
|
| 150 |
-
"533": {
|
| 151 |
-
"content": "<|fim_prefix|>",
|
| 152 |
-
"lstrip": false,
|
| 153 |
-
"normalized": false,
|
| 154 |
-
"rstrip": false,
|
| 155 |
-
"single_word": false,
|
| 156 |
-
"special": false
|
| 157 |
-
},
|
| 158 |
-
"534": {
|
| 159 |
-
"content": "<|fim_middle|>",
|
| 160 |
-
"lstrip": false,
|
| 161 |
-
"normalized": false,
|
| 162 |
-
"rstrip": false,
|
| 163 |
-
"single_word": false,
|
| 164 |
-
"special": false
|
| 165 |
-
},
|
| 166 |
-
"535": {
|
| 167 |
-
"content": "<|fim_suffix|>",
|
| 168 |
-
"lstrip": false,
|
| 169 |
-
"normalized": false,
|
| 170 |
-
"rstrip": false,
|
| 171 |
-
"single_word": false,
|
| 172 |
-
"special": false
|
| 173 |
-
},
|
| 174 |
-
"536": {
|
| 175 |
-
"content": "<|fim_pad|>",
|
| 176 |
-
"lstrip": false,
|
| 177 |
-
"normalized": false,
|
| 178 |
-
"rstrip": false,
|
| 179 |
-
"single_word": false,
|
| 180 |
-
"special": false
|
| 181 |
-
},
|
| 182 |
-
"537": {
|
| 183 |
-
"content": "<|repo_name|>",
|
| 184 |
-
"lstrip": false,
|
| 185 |
-
"normalized": false,
|
| 186 |
-
"rstrip": false,
|
| 187 |
-
"single_word": false,
|
| 188 |
-
"special": false
|
| 189 |
-
},
|
| 190 |
-
"538": {
|
| 191 |
-
"content": "<|file_sep|>",
|
| 192 |
-
"lstrip": false,
|
| 193 |
-
"normalized": false,
|
| 194 |
-
"rstrip": false,
|
| 195 |
-
"single_word": false,
|
| 196 |
-
"special": false
|
| 197 |
-
},
|
| 198 |
-
"539": {
|
| 199 |
-
"content": "<tool_response>",
|
| 200 |
-
"lstrip": false,
|
| 201 |
-
"normalized": false,
|
| 202 |
-
"rstrip": false,
|
| 203 |
-
"single_word": false,
|
| 204 |
-
"special": false
|
| 205 |
-
},
|
| 206 |
-
"540": {
|
| 207 |
-
"content": "</tool_response>",
|
| 208 |
-
"lstrip": false,
|
| 209 |
-
"normalized": false,
|
| 210 |
-
"rstrip": false,
|
| 211 |
-
"single_word": false,
|
| 212 |
-
"special": false
|
| 213 |
-
},
|
| 214 |
-
"541": {
|
| 215 |
-
"content": "<think>",
|
| 216 |
-
"lstrip": false,
|
| 217 |
-
"normalized": false,
|
| 218 |
-
"rstrip": false,
|
| 219 |
-
"single_word": false,
|
| 220 |
-
"special": false
|
| 221 |
-
},
|
| 222 |
-
"542": {
|
| 223 |
-
"content": "</think>",
|
| 224 |
-
"lstrip": false,
|
| 225 |
-
"normalized": false,
|
| 226 |
-
"rstrip": false,
|
| 227 |
-
"single_word": false,
|
| 228 |
-
"special": false
|
| 229 |
-
}
|
| 230 |
-
},
|
| 231 |
-
"additional_special_tokens": [
|
| 232 |
-
"<|im_start|>",
|
| 233 |
-
"<|im_end|>",
|
| 234 |
-
"<|object_ref_start|>",
|
| 235 |
-
"<|object_ref_end|>",
|
| 236 |
-
"<|box_start|>",
|
| 237 |
-
"<|box_end|>",
|
| 238 |
-
"<|quad_start|>",
|
| 239 |
-
"<|quad_end|>",
|
| 240 |
-
"<|vision_start|>",
|
| 241 |
-
"<|vision_end|>",
|
| 242 |
-
"<|vision_pad|>",
|
| 243 |
-
"<|image_pad|>",
|
| 244 |
-
"<|video_pad|>"
|
| 245 |
-
],
|
| 246 |
-
"bos_token": "<|startoftext|>",
|
| 247 |
-
"clean_up_tokenization_spaces": false,
|
| 248 |
-
"eos_token": "<|im_end|>",
|
| 249 |
-
"extra_special_tokens": {},
|
| 250 |
-
"legacy": true,
|
| 251 |
-
"model_max_length": 1000000000000000019884624838656,
|
| 252 |
-
"pad_token": "<|pad|>",
|
| 253 |
-
"spaces_between_special_tokens": false,
|
| 254 |
-
"tokenizer_class": "LlamaTokenizerFast",
|
| 255 |
-
"unk_token": "<|unk|>",
|
| 256 |
-
"use_default_system_prompt": false
|
| 257 |
-
}
|
|
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